{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Calculate Percen of Normal Index (PNI) with Python\n",
    "\n",
    "This approach of PNI (McKee et al. 1993) has value in its simplicity and transparency, especially because all sectors tend to “know what it means,” and it is noteworthy that this approach has strong support in countries such as Indonesia. A downside of this approach is that it does not necessarily detect the extremes in drought conditions, and this can be a problem in very arid areas. \n",
    "\n",
    "This approach also requires a good knowledge of local conditions to make it useful. Hayes (2000 and 2006) suggests analyses using percent of normal are most effective when used for a single region or a single season. Conversely, percent of normal may be misunderstood and provide different indications of conditions, depending on the location and season. \n",
    "\n",
    "It is calculated by simply dividing actual precipitation by normal (30-year mean) precipitation and multiplying the result by 100%. This approach can be calculated for a variety of time scales, which generally range from a single month to a group of months representing a particular season, up to a year. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import mapclassify as mc\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prepare data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('data/prcphq.046037.month.txt', sep=r\"\\s+\",                    \n",
    "                   skiprows=1, usecols=[1, 2], \n",
    "                   parse_dates=True,\n",
    "                   index_col = 0,\n",
    "                   names=['Date', 'Rain'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calculate monthly PNI\n",
    "\n",
    "Here we use 1981-2010 as a reference period to calculate monthly long-term normals."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['Rain_6'] = data['Rain'].rolling(6).sum()\n",
    "df_6mon = data[['Rain_6']].dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_6mon['PNI'] = np.nan\n",
    "\n",
    "for imon in np.arange(1, 13):\n",
    "    sinds = df_6mon.index.month==imon    \n",
    "    x = df_6mon[sinds]       \n",
    "    y = x/x['1981':'2010'].mean()*100.0    \n",
    "    y[y>500] = 500\n",
    "    df_6mon.loc[sinds, 'PNI'] = y.values[:,0]   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rain</th>\n",
       "      <th>Rain_6</th>\n",
       "      <th>PNI</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1892-01-31</th>\n",
       "      <td>2.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-02-29</th>\n",
       "      <td>12.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-03-31</th>\n",
       "      <td>1.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-04-30</th>\n",
       "      <td>1.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-05-31</th>\n",
       "      <td>16.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-06-30</th>\n",
       "      <td>1.0</td>\n",
       "      <td>35.8</td>\n",
       "      <td>28.433008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-07-31</th>\n",
       "      <td>11.7</td>\n",
       "      <td>45.0</td>\n",
       "      <td>36.739692</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Rain  Rain_6        PNI\n",
       "Date                               \n",
       "1892-01-31   2.5     NaN        NaN\n",
       "1892-02-29  12.2     NaN        NaN\n",
       "1892-03-31   1.8     NaN        NaN\n",
       "1892-04-30   1.5     NaN        NaN\n",
       "1892-05-31  16.8     NaN        NaN\n",
       "1892-06-30   1.0    35.8  28.433008\n",
       "1892-07-31  11.7    45.0  36.739692"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['PNI'] = df_6mon['PNI']\n",
    "del df_6mon\n",
    "data.head(7)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 500)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = data['PNI'].plot(figsize=(15, 7), )\n",
    "ax.axhline(130,  linestyle='--', color='g')\n",
    "ax.axhline(80, linestyle='--', color='r')\n",
    "ax.set_title('Six-Monthly Percent of Normal Index', fontsize=16)\n",
    "ax.set_xlim(data.index.min(), data.index.max())\n",
    "ax.set_ylim(0, 500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary and discussion\n",
    "\n",
    "The PNI is one of the most straightforward measures of rainfall deviation from its long-term mean. 'Normal' may be and is usually set to a long-term mean precipitation value at a location (Morid et al., 2006). \n",
    "\n",
    "Hayes (2000) points out that one of the disadvantages of using the percent of normal precipitation is that the mean, or average, precipitation may differ considerably from the median precipitation (which is the value exceeded by 50% of the precipitation occurrences in a long-term climate record) in many world regions, especially those with high year-to-year rainfall variability. Thus, use of the percent of normal comparison requires a normal distribution in rainfall, where the mean and median are considered to be the same.\n",
    "\n",
    "The same PN may have different specific impacts at different locations and, therefore, it is a bit of a simplistic measure of precipitation deficit. Also, what is normal may be perceived differently in different regions.\n",
    "\n",
    "## References\n",
    "\n",
    "Hayes, M.J. 2000. Drought indices. National Drought Mitigation Center, University of Nebraska, Lincoln, Nebraska.\n",
    "\n",
    "Hayes, M.J., 2006: Drought Indices. Van Nostrand’s Scientific Encyclopedia, John Wiley & Sons, Inc. DOI: 10.1002/0471743984.vse8593.\n",
    "\n",
    "McKee, T.B., N.J. Doesken, and J. Kieist. 1993. The relationship of drought frequency and duration of time scales. Pages 179-184 in Proceedings of the 8th Conference on Applied Climatology. Anaheim, California. American Meteorological Society, Boston.\n",
    "\n",
    "Morid, S., Smakhtin, V., Moghaddasi, M., 2006. Comparison of seven meteorological indices for drought monitoring in Iran. Int. J. Climatol. 26, 971–985."
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